Causal feature selection has attracted much attention in recent years, as the causal features selected imply the causal mechanism related to the class attribute, leading to more reliable prediction models built using them. Currently there is a need of developing multi-source feature selection methods,...
Multi-source Causal Feature Selection (MCFS) can search for an invariant set in multiple interventional datasets. However, fixed feature spaces are restrained, and exactly these same features are required among multi-source data. To overcome these limitations, we propose a novel method known as ...
Nevertheless, associations identified by the MGM approach can generate hypotheses, and causal relationships could then be further explored by additional experiments. Second, the estimation of an MGM requires a complete data matrix without any missing data. Consequently, we only included patients in our...
A spatial causal analysis of wildland fire-contributed PM2. 5 using numerical model output. arXiv preprint arXiv:2003.06037. Google Scholar Larsen et al., 2018 A.E. Larsen, B.J. Reich, M. Ruminski, A.G. Rappold Impacts of fire smoke plumes on regional air quality, 2006–2013 J. ...
Investigating the trip configured causal effect of distracted driving on aggressive driving behavior for e-hailing taxi drivers. J. Traffic Transp. Eng. 2021, 8, 725–734. [Google Scholar] [CrossRef] Lei, D.; Chen, X.; Cheng, L.; Zhang, L.; Ukkusuri, S.V.; Witlox, F. Inferring ...
Investigating the trip configured causal effect of distracted driving on aggressive driving behavior for e-hailing taxi drivers. J. Traffic Transp. Eng. 2021, 8, 725–734. [Google Scholar] [CrossRef] Lei, D.; Chen, X.; Cheng, L.; Zhang, L.; Ukkusuri, S.V.; Witlox, F. Inferring ...
Then, we output the key causal factors of bus operation based on Random Forest algorithm. This study was based entirely on bus operation data to find the problem. It used a diagnostic reasoning machine to solve the problem health diagnosis and cause analysis in an integrated way, improving the...
Unraveling the Causal Mechanisms for Non-Grain Production of Cultivated Land: An Analysis Framework Applied in Liyang, China. Land 2022, 11, 1888. [Google Scholar] [CrossRef] Han, H.; Peng, H.; Li, S.; Yang, J.; Yan, Z. The Non-Agriculturalization of Cultivated Land in Karst ...